Mapping non-monetary poverty at multiple geographical scales

被引:0
|
作者
De Nicolo, Silvia [1 ]
Fabrizi, Enrico [2 ]
Gardini, Aldo [1 ,3 ]
机构
[1] Univ Bologna, Dept Stat Sci, Bologna, Italy
[2] Univ Cattolica Sacro Cuore, DISES, Piacenza, Italy
[3] Univ Bologna, Dept Stat Sci, via Belle Arti 41, I-40126 Bologna, BO, Italy
关键词
benchmarking; Beta regression; demographic and health survey; development economics; small area estimation; SMALL-AREA ESTIMATION; MODELS; BENCHMARKING; INDICATORS; PARAMETERS; RATES;
D O I
10.1093/jrsssa/qnae023
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
Poverty mapping is a powerful tool to study the geography of poverty. The choice of the spatial resolution is central as poverty measures defined at a coarser level may mask their heterogeneity at finer levels. We introduce a small area multi-scale approach integrating survey and remote sensing data that leverages information at different spatial resolutions and accounts for hierarchical dependencies, preserving estimates coherence. We map poverty rates by proposing a Bayesian Beta-based model equipped with a new benchmarking algorithm accounting for the double-bounded support. A simulation study shows the effectiveness of our proposal and an application on Bangladesh is discussed.
引用
收藏
页码:1096 / 1119
页数:24
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